WASHINGTON—Federal Reserve Chairwoman Janet Yellen on Thursday distanced the central bank from oversight of bitcoin and other virtual currencies, the latest sign that emerging forms of digital payment continue to operate in a sort of regulatory black hole.

"The Federal Reserve simply does not have authority to supervise or regulate bitcoin in any way," Ms. Yellen said at a Senate Banking Committee hearing Thursday....